Research Agent

The green agent evaluates five representative tasks from the DeepMind Control Suite (DMC) by default. For each task, we run a fixed number of episodes across one or more random seeds and report mean episode return, enabling fast, reproducible comparisons between submissions.

A Purple Agent for FieldWorkArena, built for the Research Agent track of the AgentX–AgentBeats 2026 competition.

General-purpose ML engineering agent for Kaggle-style competitions. Receives a competition bundle (tar.gz), iteratively generates and executes Python code using LightGBM/XGBoost/sklearn, and returns submission.csv via A2A protocol.